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Home/Tasks/biLM-TF
biLM-TF logo

biLM-TF

Tensorflow implementation of contextualized word representations from bi-directional language models.

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Word Embedding GenerationLanguage Modeling
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About biLM-TF

biLM-TF is a TensorFlow implementation of the bi-directional language model used to compute ELMo (Embeddings from Language Models) representations. It allows for both training biLMs from scratch and using pre-trained models for prediction. The architecture utilizes a character-based approach, processing raw text input to generate contextualized word embeddings. It supports various methods for integrating ELMo representations into downstream tasks, including on-the-fly computation from raw text, pre-computing and caching token representations, and pre-computing representations for the entire dataset. The tool includes functionalities for handling vocabulary, batching, and writing intermediate layers to files, optimizing performance for different use cases and dataset sizes. It uses a Bidirectional Language Model to produce intermediate layers for final ELMo representation computation.

Core Capabilities

biLM-TF is a TensorFlow implementation of the bi-directional language model used to compute ELMo (Embeddings from Language Models) representations.

Main Tasks

Word Embedding Generation

Explore all tools that specialize in word embedding generation. This domain focus ensures biLM-TF delivers optimized results for this specific requirement.

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Language Modeling

Explore all tools that specialize in language modeling. This domain focus ensures biLM-TF delivers optimized results for this specific requirement.

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Text Representation

Explore all tools that specialize in text representation. This domain focus ensures biLM-TF delivers optimized results for this specific requirement.

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Generate Contextual Word Embeddings

Explore all tools that specialize in generate contextual word embeddings. This domain focus ensures biLM-TF delivers optimized results for this specific requirement.

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Train Custom Language Models

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Fine-tune Pre-trained Models

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Decision Summary

What this tool is best suited for

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Text EmbeddingsLanguage Model API
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Web-first workflow
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Core Tasks

  • Word Embedding Generation
  • Language Modeling
  • Text Representation
  • Generate Contextual Word Embeddings
  • Train Custom Language Models
  • Fine-tune Pre-trained Models

Target Personas

Text EmbeddingsLanguage Model API

Categories

DevelopmentData & Ml

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